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[likelihood_ratio_processes] Break up likelihood ratio processes lecture and add new examples#547

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HumphreyYang merged 22 commits intomainfrom
Singapore_tom
Aug 18, 2025
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[likelihood_ratio_processes] Break up likelihood ratio processes lecture and add new examples#547
HumphreyYang merged 22 commits intomainfrom
Singapore_tom

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@HumphreyYang HumphreyYang commented Aug 15, 2025

This PR breaks likelihood_ratio_processes into three new lectures with additional discussions and material: one on divergence measures, another on Lawrence Blume and David Easley's heterogeneous belief model, and a third one on non-iid case with new content and sections.

@HumphreyYang HumphreyYang changed the title [likelihood_ratio_processes] Break down likelihood ratio processes lecture and add new examples [likelihood_ratio_processes] Break up likelihood ratio processes lecture and add new examples Aug 15, 2025
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@HumphreyYang HumphreyYang marked this pull request as ready for review August 18, 2025 05:23
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Hi @mmcky,

Just a quick heads-up — I'll be merging this and making it live once it builds!

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mmcky commented Aug 18, 2025

thanks @HumphreyYang the top level block includes a reference to merging on 26th August you may want to remove 😄 just before merge. Thanks.

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mmcky commented Aug 18, 2025

WOWSERS -- this is a big edit. Nice Work!

@mmcky mmcky requested a review from Copilot August 18, 2025 06:56
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Pull Request Overview

This PR restructures the likelihood ratio processes lecture into three focused lectures with additional content: one on divergence measures, another on Lawrence Blume and David Easley's heterogeneous belief model, and a third on VAR likelihood ratios. The changes enhance theoretical coverage and provide new examples while maintaining consistency across the quantitative economics curriculum.

  • Breaks down the comprehensive likelihood ratio lecture into specialized topics
  • Adds three new lectures covering divergence measures, heterogeneous belief models, and VAR applications
  • Enhances existing Wald-Friedman content with improved code structure and exercises

Reviewed Changes

Copilot reviewed 8 out of 9 changed files in this pull request and generated 6 comments.

Show a summary per file
File Description
divergence_measures.md New lecture introducing KL, Jensen-Shannon divergence, and Chernoff entropy with mathematical foundations
likelihood_ratio_process_2.md New lecture on Blume-Easley heterogeneous beliefs model with market equilibrium analysis
likelihood_var.md New lecture extending likelihood ratios to VAR models with Samuelson multiplier-accelerator example
wald_friedman.md Enhanced with vectorized functions, improved code structure, and comprehensive exercises
wald_friedman_2.md Minor wording improvements for clarity
likelihood_bayes.md Formatting cleanup
_toc.yml Updated table of contents to include new lectures
_static/quant-econ.bib Added references for Shannon and Kullback-Leibler foundational papers

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mmcky commented Aug 18, 2025

@HumphreyYang if you don't have time to review the copilot results -- not to worry (just resolve them if you wish). Some are useful, others we can ignore.

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@HumphreyYang if you don't have time to review the copilot results -- not to worry (just resolve them if you wish). Some are useful, others we can ignore.

I think there are useful ones! I will check over..

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
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@HumphreyYang HumphreyYang merged commit 709deec into main Aug 18, 2025
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@HumphreyYang HumphreyYang deleted the Singapore_tom branch August 18, 2025 07:33
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4 participants